Selected public work · Evidence and limitations

Sararin.ai / Selected work

Selected capabilities

A portfolio of delivery capabilities.

AI delivery governance

Designing clear boundaries between execution, evidence, and human authority.

ML lifecycle engineering

Building and testing the path from data preparation to model registration and prediction read-back in a synthetic experiment.

Recovery and reliability

Testing recovery under bounded interruptions and stating what remains unproven.

Public evidence

Explore the case studies for observed results, scope and limitations.